{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(0.9076)"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn.functional as F\n",
    "\n",
    "\n",
    "torch.manual_seed(12046)\n",
    "\n",
    "# logits变化幅度对交叉熵的影响\n",
    "clz_num = 2\n",
    "num = 1000\n",
    "## 当logits是标准正态分布时，交叉熵较小\n",
    "logits = torch.randn(num, clz_num)\n",
    "y = torch.randint(clz_num, (num,))\n",
    "F.cross_entropy(logits, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(5.7065)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 将logits的幅度变大10倍，交叉熵较大\n",
    "logits = torch.randn(num, clz_num) * 10\n",
    "y = torch.randint(clz_num, (num,))\n",
    "F.cross_entropy(logits, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from utils import Linear, Sigmoid, Sequential\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "\n",
    "# 为了讨论的方便，我们将神经网络扩大\n",
    "n_hidden = 100\n",
    "model = Sequential([\n",
    "    Linear(       2, n_hidden), Sigmoid(),\n",
    "    Linear(n_hidden, n_hidden), Sigmoid(),\n",
    "    Linear(n_hidden, n_hidden), Sigmoid(),\n",
    "    Linear(n_hidden, n_hidden), Sigmoid(),\n",
    "    Linear(       n_hidden, 2)\n",
    "    ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 参数初始化优化\n",
    "with torch.no_grad():\n",
    "    for layer in model.layers:\n",
    "        if isinstance(layer, Linear):\n",
    "            in_features, out_features = layer.weight.shape\n",
    "            # 将权重项的方差变小\n",
    "            layer.weight *= 1 / in_features ** 0.5\n",
    "            # 将截距项设置成0\n",
    "            layer.bias = torch.zeros(out_features)\n",
    "            \n",
    "# 对于模型参数，需要记录它们的梯度（为反向传播做准备）\n",
    "for p in model.parameters():\n",
    "    p.requires_grad = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_moons\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "import numpy as np\n",
    "\n",
    "# 生成训练数据并将数据做归一化处理\n",
    "np.random.seed(12046)\n",
    "data = make_moons(n_samples=2000, noise=.05)\n",
    "scaler = StandardScaler()\n",
    "data = (scaler.fit_transform(data[0]), data[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_model(max_steps):\n",
    "    batch_size = 2000\n",
    "    lossi = []\n",
    "    # 记录各层的参数更新幅度\n",
    "    udi = {}\n",
    "    x, y = torch.tensor(data[0]).float(), torch.tensor(data[1])\n",
    "    _prob = torch.ones(x.shape[0]) / x.shape[0]\n",
    "\n",
    "    for i in range(max_steps):\n",
    "        # 构造批次训练数据\n",
    "        ## 不放回的随机抽样\n",
    "        ix = _prob.multinomial(batch_size)\n",
    "        xb = x[ix]\n",
    "        yb = y[ix]\n",
    "        # 向前传播\n",
    "        logits = model(xb)\n",
    "        loss = F.cross_entropy(logits, yb)\n",
    "        # 保留中间节点的梯度，以便观察\n",
    "        for layer in model.layers:\n",
    "            layer.out.retain_grad()\n",
    "        for p in model.parameters():\n",
    "            p.grad = None\n",
    "        # 反向传播\n",
    "        loss.backward()\n",
    "        # 更新模型参数\n",
    "        ## 学习速率衰减\n",
    "        learning_rate = 0.1 if i < 20000 else 0.01\n",
    "        with torch.no_grad():\n",
    "            for i, p in enumerate(model.parameters()):\n",
    "                p -= learning_rate * p.grad\n",
    "                udi[i] = udi.get(i, []) + [(learning_rate * p.grad).std() / p.std()]\n",
    "        lossi.append(loss.item())\n",
    "    return lossi, udi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([0.6942585110664368],\n",
       " {0: [tensor(1.8946e-05)],\n",
       "  1: [tensor(1.)],\n",
       "  2: [tensor(0.0001)],\n",
       "  3: [tensor(1.)],\n",
       "  4: [tensor(0.0002)],\n",
       "  5: [tensor(1.)],\n",
       "  6: [tensor(0.0003)],\n",
       "  7: [tensor(1.)],\n",
       "  8: [tensor(0.0070)],\n",
       "  9: [tensor(1.)]})"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_model(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 观察激活函数的状态\n",
    "plt.figure(figsize=(10, 6), dpi=80)\n",
    "# 解决中文显示的问题\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.rcParams.update({'font.size': 13})\n",
    "legends = []\n",
    "for i, layer in enumerate(model.layers):\n",
    "    if isinstance(layer, (Sigmoid)):\n",
    "        t = layer.out\n",
    "        # 激活函数的输出大于0.99或者小于0.01时，激活函数“过热”\n",
    "        saturation = ((t - 0.5).abs() > 0.49).float().mean()\n",
    "        # 激活函数输出的分布情况\n",
    "        hy, hx = torch.histogram(t, density=True)\n",
    "        plt.plot(hx[:-1].detach(), hy.detach())\n",
    "        layer_name = f'layer {i} ({layer.__class__.__name__})'\n",
    "        stats = f'mean {t.mean():+.2f}, std {t.std():.2f}, saturated {saturation:.2%}'\n",
    "        legends.append(f'{layer_name}: {stats}')\n",
    "plt.legend(legends, shadow=True)\n",
    "plt.title('激活函数输出分布情况', fontsize=18)\n",
    "plt.savefig(\"normalization_activation_distribution.png\", dpi=200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 即使激活函数没有过热，但由于激活函数本身的特性，还是能观察到梯度消失的现象\n",
    "plt.figure(figsize=(10, 6), dpi=80)\n",
    "# 解决中文显示的问题\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.rcParams.update({'font.size': 13})\n",
    "legends = []\n",
    "for i, layer in enumerate(model.layers):\n",
    "    if isinstance(layer, (Linear)):\n",
    "        t = layer.out.grad\n",
    "        hy, hx = torch.histogram(t, density=True)\n",
    "        plt.plot(hx[:-1].detach(), hy.detach())\n",
    "        layer_name = f'layer {i} ({layer.__class__.__name__})'\n",
    "        stats = f'mean {t.mean():+.2f}, std {t.std():.2f}'\n",
    "        legends.append(f'{layer_name}: {stats}')\n",
    "plt.legend(legends, shadow=True)\n",
    "plt.title('线性输出的梯度分布情况', fontsize=18)\n",
    "plt.savefig(\"normalization_linear_grad_distribution.png\", dpi=200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer 0   (2, 100): mean -0.0000, std 0.0001, grad ratio 0.00018946\n",
      "layer 2 (100, 100): mean +0.0000, std 0.0001, grad ratio 0.00135896\n",
      "layer 4 (100, 100): mean +0.0000, std 0.0002, grad ratio 0.00163481\n",
      "layer 6 (100, 100): mean -0.0000, std 0.0003, grad ratio 0.00302278\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 观察参数梯度的分布情况\n",
    "fig = plt.figure(figsize=(8, 6), dpi=80)\n",
    "ax = fig.add_subplot(111)\n",
    "legends = []\n",
    "# 输出层的参数较为特殊，这里在作图时排除掉\n",
    "for i, layer in enumerate(model.layers[:-1]):\n",
    "    if isinstance(layer, (Linear)):\n",
    "        # 只观察权重参数，也就是w\n",
    "        p = layer.parameters()[0]\n",
    "        g = p.grad\n",
    "        # 统计梯度标准差与参数标准差的比例\n",
    "        grad_ratio = g.std() / p.std()\n",
    "        hy, hx = torch.histogram(g, density=True)\n",
    "        ax.plot(hx[:-1].detach(), hy.detach())\n",
    "        layer_name = f'layer {i} {str(tuple(p.shape)):>10}'\n",
    "        stats = f'mean {g.mean():+.4f}, std {g.std():.4f}, grad ratio {grad_ratio:.8f}'\n",
    "        legends.append(f'{layer_name}')\n",
    "        print(f'{layer_name}: {stats}')\n",
    "ax.legend(legends, shadow=True)\n",
    "ax.set_title('权重参数的梯度分布情况', fontsize=18)\n",
    "fig.savefig(\"normalization_weight_grad_distribution.png\", dpi=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "_, ud = train_model(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6), dpi=80)\n",
    "legends = []\n",
    "for i, p in enumerate(model.parameters()):\n",
    "    # 只观察权重参数，也就是w\n",
    "    if p.ndim == 2:\n",
    "        plt.plot([t.log10().item() for t in ud[i]])\n",
    "        legends.append(f'layer {i} {str(tuple(p.shape)):>10}')\n",
    "# 理想的标准线\n",
    "plt.plot([0, len(ud[0])], [-3, -3], 'k--')\n",
    "plt.legend(legends, shadow=True)\n",
    "plt.savefig(\"normalization_weights_grad_ratio.png\", dpi=200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "@torch.no_grad()\n",
    "def layer_stats(func, calculate_gain):\n",
    "    \"\"\"\n",
    "    只做向前传播，并记录每一层输出的分布情况\n",
    "    理想情况下，各层输出的方差应该保持稳定\n",
    "    参数\n",
    "    ----\n",
    "    func : 激活函数\n",
    "    calculate_gain : 函数增益\n",
    "    \"\"\"\n",
    "    fig = plt.figure(figsize=(8, 6), dpi=80)\n",
    "    ax = fig.add_subplot(111)\n",
    "    legends = []\n",
    "    x = torch.randn(300, 1000)  # 批量大小是300\n",
    "    for i in range(10):\n",
    "        l = Linear(1000, 1000, bias=False)\n",
    "        in_features, _ = l.weight.shape\n",
    "        # 做初步的优化\n",
    "        l.weight *= 1 / in_features ** 0.5\n",
    "        # 利用函数增益做进一步优化\n",
    "        l.weight *= calculate_gain\n",
    "        x = func(l(x))\n",
    "        # 记录输出的分布情况\n",
    "        hy, hx = torch.histogram(x, density=True)\n",
    "        ax.plot(hx[:-1].detach(), hy.detach())\n",
    "        layer_name = f'layer {str(i + 1):>2}'\n",
    "        stats = f'mean {x.mean().item():+.2f}, std {x.std().item():.2f}'\n",
    "        print (f'{layer_name}: {stats}')\n",
    "        legends.append(f'{layer_name}: {stats}')\n",
    "    return fig, legends"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer  1: mean +0.50, std 0.21\n",
      "layer  2: mean +0.50, std 0.13\n",
      "layer  3: mean +0.50, std 0.12\n",
      "layer  4: mean +0.50, std 0.13\n",
      "layer  5: mean +0.50, std 0.12\n",
      "layer  6: mean +0.50, std 0.12\n",
      "layer  7: mean +0.50, std 0.12\n",
      "layer  8: mean +0.50, std 0.12\n",
      "layer  9: mean +0.50, std 0.12\n",
      "layer 10: mean +0.50, std 0.12\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, legends = layer_stats(torch.sigmoid, 1.0)\n",
    "fig.savefig(\"sigmoid_gain_1.png\", dpi=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer  1: mean -0.00, std 0.63\n",
      "layer  2: mean -0.00, std 0.49\n",
      "layer  3: mean +0.00, std 0.41\n",
      "layer  4: mean -0.00, std 0.36\n",
      "layer  5: mean -0.00, std 0.32\n",
      "layer  6: mean -0.00, std 0.30\n",
      "layer  7: mean +0.00, std 0.27\n",
      "layer  8: mean -0.00, std 0.26\n",
      "layer  9: mean -0.00, std 0.24\n",
      "layer 10: mean -0.00, std 0.23\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, legends = layer_stats(torch.tanh, 1.0)\n",
    "fig.savefig(\"tanh_gain_1.png\", dpi=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer  1: mean +0.00, std 0.76\n",
      "layer  2: mean -0.00, std 0.69\n",
      "layer  3: mean -0.00, std 0.67\n",
      "layer  4: mean +0.00, std 0.66\n",
      "layer  5: mean -0.00, std 0.66\n",
      "layer  6: mean -0.00, std 0.65\n",
      "layer  7: mean -0.00, std 0.65\n",
      "layer  8: mean +0.00, std 0.65\n",
      "layer  9: mean -0.00, std 0.65\n",
      "layer 10: mean -0.00, std 0.65\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, legends = layer_stats(torch.tanh, 5 / 3)\n",
    "plt.legend(legends, shadow=True)\n",
    "fig.savefig(\"tanh_gain_1_6.png\", dpi=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer  1: mean -0.00, std 0.72\n",
      "layer  2: mean +0.00, std 0.63\n",
      "layer  3: mean +0.00, std 0.59\n",
      "layer  4: mean +0.00, std 0.57\n",
      "layer  5: mean -0.00, std 0.56\n",
      "layer  6: mean +0.00, std 0.56\n",
      "layer  7: mean +0.00, std 0.55\n",
      "layer  8: mean +0.00, std 0.55\n",
      "layer  9: mean -0.00, std 0.55\n",
      "layer 10: mean -0.00, std 0.55\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, legends = layer_stats(torch.tanh, 1.4)\n",
    "plt.legend(legends, shadow=True)\n",
    "fig.savefig(\"tanh_gain_1_4.png\", dpi=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer  1: mean +0.57, std 0.83\n",
      "layer  2: mean +0.56, std 0.83\n",
      "layer  3: mean +0.55, std 0.82\n",
      "layer  4: mean +0.56, std 0.82\n",
      "layer  5: mean +0.56, std 0.81\n",
      "layer  6: mean +0.59, std 0.85\n",
      "layer  7: mean +0.57, std 0.83\n",
      "layer  8: mean +0.53, std 0.81\n",
      "layer  9: mean +0.54, std 0.78\n",
      "layer 10: mean +0.53, std 0.78\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, legends = layer_stats(torch.relu, torch.tensor(2).sqrt())\n",
    "plt.legend(legends, shadow=True)\n",
    "fig.savefig(\"relu_gain_1_4.png\", dpi=200)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
